{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tushare as ts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "api = ts.get_apis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = ts.bar('300141',conn=api, start_date='2017-10-01')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-03-30</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.15</td>\n",
       "      <td>10.14</td>\n",
       "      <td>10.19</td>\n",
       "      <td>9.96</td>\n",
       "      <td>34764.0</td>\n",
       "      <td>35027460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-29</th>\n",
       "      <td>300141</td>\n",
       "      <td>9.90</td>\n",
       "      <td>9.98</td>\n",
       "      <td>10.13</td>\n",
       "      <td>9.85</td>\n",
       "      <td>29239.0</td>\n",
       "      <td>29113140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-28</th>\n",
       "      <td>300141</td>\n",
       "      <td>9.70</td>\n",
       "      <td>9.89</td>\n",
       "      <td>10.20</td>\n",
       "      <td>9.51</td>\n",
       "      <td>44331.0</td>\n",
       "      <td>43827744.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-27</th>\n",
       "      <td>300141</td>\n",
       "      <td>9.50</td>\n",
       "      <td>9.93</td>\n",
       "      <td>10.33</td>\n",
       "      <td>9.50</td>\n",
       "      <td>69079.0</td>\n",
       "      <td>68634952.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-26</th>\n",
       "      <td>300141</td>\n",
       "      <td>9.12</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.44</td>\n",
       "      <td>8.80</td>\n",
       "      <td>40667.0</td>\n",
       "      <td>37239732.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              code   open  close   high   low      vol      amount\n",
       "datetime                                                          \n",
       "2018-03-30  300141  10.15  10.14  10.19  9.96  34764.0  35027460.0\n",
       "2018-03-29  300141   9.90   9.98  10.13  9.85  29239.0  29113140.0\n",
       "2018-03-28  300141   9.70   9.89  10.20  9.51  44331.0  43827744.0\n",
       "2018-03-27  300141   9.50   9.93  10.33  9.50  69079.0  68634952.0\n",
       "2018-03-26  300141   9.12   9.39   9.44  8.80  40667.0  37239732.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xabf7890>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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RLk1Kj1dmUrTe3F2ttq5exUbZ98c0EDTlPEOnUXljh368olgfmpiijxSMGdJa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\nbn+8JQUVGhATojOHxuqr1Tv04Jfr9eCX65XRJ1SVDS0qq2vW708fqKu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      "text/plain": [
       "<matplotlib.figure.Figure at 0xac022b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline\n",
    "df['close'].plot(kind='line',figsize=(20,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['ma5']=df['close'].rolling(window=5).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "      <th>ma7</th>\n",
       "      <th>ma5</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-03-30</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.15</td>\n",
       "      <td>10.14</td>\n",
       "      <td>10.19</td>\n",
       "      <td>9.96</td>\n",
       "      <td>34764.0</td>\n",
       "      <td>35027460.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-29</th>\n",
       "      <td>300141</td>\n",
       "      <td>9.90</td>\n",
       "      <td>9.98</td>\n",
       "      <td>10.13</td>\n",
       "      <td>9.85</td>\n",
       "      <td>29239.0</td>\n",
       "      <td>29113140.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-28</th>\n",
       "      <td>300141</td>\n",
       "      <td>9.70</td>\n",
       "      <td>9.89</td>\n",
       "      <td>10.20</td>\n",
       "      <td>9.51</td>\n",
       "      <td>44331.0</td>\n",
       "      <td>43827744.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-27</th>\n",
       "      <td>300141</td>\n",
       "      <td>9.50</td>\n",
       "      <td>9.93</td>\n",
       "      <td>10.33</td>\n",
       "      <td>9.50</td>\n",
       "      <td>69079.0</td>\n",
       "      <td>68634952.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-26</th>\n",
       "      <td>300141</td>\n",
       "      <td>9.12</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.44</td>\n",
       "      <td>8.80</td>\n",
       "      <td>40667.0</td>\n",
       "      <td>37239732.0</td>\n",
       "      <td>9.866</td>\n",
       "      <td>9.866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-23</th>\n",
       "      <td>300141</td>\n",
       "      <td>9.68</td>\n",
       "      <td>9.22</td>\n",
       "      <td>9.87</td>\n",
       "      <td>9.14</td>\n",
       "      <td>61307.0</td>\n",
       "      <td>57824768.0</td>\n",
       "      <td>9.682</td>\n",
       "      <td>9.682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-22</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.15</td>\n",
       "      <td>10.15</td>\n",
       "      <td>10.35</td>\n",
       "      <td>10.15</td>\n",
       "      <td>32268.0</td>\n",
       "      <td>33018564.0</td>\n",
       "      <td>9.716</td>\n",
       "      <td>9.716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-21</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.63</td>\n",
       "      <td>10.21</td>\n",
       "      <td>10.72</td>\n",
       "      <td>10.21</td>\n",
       "      <td>47883.0</td>\n",
       "      <td>50289320.0</td>\n",
       "      <td>9.780</td>\n",
       "      <td>9.780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-20</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.74</td>\n",
       "      <td>10.64</td>\n",
       "      <td>10.90</td>\n",
       "      <td>10.40</td>\n",
       "      <td>43233.0</td>\n",
       "      <td>45964320.0</td>\n",
       "      <td>9.922</td>\n",
       "      <td>9.922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-19</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.95</td>\n",
       "      <td>10.92</td>\n",
       "      <td>10.96</td>\n",
       "      <td>10.70</td>\n",
       "      <td>25934.0</td>\n",
       "      <td>28226514.0</td>\n",
       "      <td>10.228</td>\n",
       "      <td>10.228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-16</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.98</td>\n",
       "      <td>10.87</td>\n",
       "      <td>11.05</td>\n",
       "      <td>10.79</td>\n",
       "      <td>33378.0</td>\n",
       "      <td>36369588.0</td>\n",
       "      <td>10.558</td>\n",
       "      <td>10.558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-15</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.85</td>\n",
       "      <td>11.02</td>\n",
       "      <td>11.13</td>\n",
       "      <td>10.73</td>\n",
       "      <td>59590.0</td>\n",
       "      <td>64983176.0</td>\n",
       "      <td>10.732</td>\n",
       "      <td>10.732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-14</th>\n",
       "      <td>300141</td>\n",
       "      <td>11.18</td>\n",
       "      <td>11.17</td>\n",
       "      <td>11.88</td>\n",
       "      <td>11.05</td>\n",
       "      <td>89165.0</td>\n",
       "      <td>102243320.0</td>\n",
       "      <td>10.924</td>\n",
       "      <td>10.924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-13</th>\n",
       "      <td>300141</td>\n",
       "      <td>11.30</td>\n",
       "      <td>11.15</td>\n",
       "      <td>11.36</td>\n",
       "      <td>11.09</td>\n",
       "      <td>78987.0</td>\n",
       "      <td>88493496.0</td>\n",
       "      <td>11.026</td>\n",
       "      <td>11.026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-12</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.71</td>\n",
       "      <td>11.49</td>\n",
       "      <td>11.49</td>\n",
       "      <td>10.71</td>\n",
       "      <td>127937.0</td>\n",
       "      <td>142668640.0</td>\n",
       "      <td>11.140</td>\n",
       "      <td>11.140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-09</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.58</td>\n",
       "      <td>10.92</td>\n",
       "      <td>11.31</td>\n",
       "      <td>10.58</td>\n",
       "      <td>115800.0</td>\n",
       "      <td>127802904.0</td>\n",
       "      <td>11.150</td>\n",
       "      <td>11.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-08</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.50</td>\n",
       "      <td>10.40</td>\n",
       "      <td>10.50</td>\n",
       "      <td>10.25</td>\n",
       "      <td>45453.0</td>\n",
       "      <td>47126892.0</td>\n",
       "      <td>11.026</td>\n",
       "      <td>11.026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-07</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.53</td>\n",
       "      <td>10.50</td>\n",
       "      <td>10.76</td>\n",
       "      <td>10.43</td>\n",
       "      <td>46574.0</td>\n",
       "      <td>49132932.0</td>\n",
       "      <td>10.892</td>\n",
       "      <td>10.892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-06</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.55</td>\n",
       "      <td>10.67</td>\n",
       "      <td>11.12</td>\n",
       "      <td>10.42</td>\n",
       "      <td>74390.0</td>\n",
       "      <td>79646896.0</td>\n",
       "      <td>10.796</td>\n",
       "      <td>10.796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-05</th>\n",
       "      <td>300141</td>\n",
       "      <td>10.58</td>\n",
       "      <td>10.66</td>\n",
       "      <td>10.75</td>\n",
       "      <td>10.37</td>\n",
       "      <td>62001.0</td>\n",
       "      <td>65438264.0</td>\n",
       "      <td>10.630</td>\n",
       "      <td>10.630</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              code   open  close   high    low       vol       amount     ma7  \\\n",
       "datetime                                                                        \n",
       "2018-03-30  300141  10.15  10.14  10.19   9.96   34764.0   35027460.0     NaN   \n",
       "2018-03-29  300141   9.90   9.98  10.13   9.85   29239.0   29113140.0     NaN   \n",
       "2018-03-28  300141   9.70   9.89  10.20   9.51   44331.0   43827744.0     NaN   \n",
       "2018-03-27  300141   9.50   9.93  10.33   9.50   69079.0   68634952.0     NaN   \n",
       "2018-03-26  300141   9.12   9.39   9.44   8.80   40667.0   37239732.0   9.866   \n",
       "2018-03-23  300141   9.68   9.22   9.87   9.14   61307.0   57824768.0   9.682   \n",
       "2018-03-22  300141  10.15  10.15  10.35  10.15   32268.0   33018564.0   9.716   \n",
       "2018-03-21  300141  10.63  10.21  10.72  10.21   47883.0   50289320.0   9.780   \n",
       "2018-03-20  300141  10.74  10.64  10.90  10.40   43233.0   45964320.0   9.922   \n",
       "2018-03-19  300141  10.95  10.92  10.96  10.70   25934.0   28226514.0  10.228   \n",
       "2018-03-16  300141  10.98  10.87  11.05  10.79   33378.0   36369588.0  10.558   \n",
       "2018-03-15  300141  10.85  11.02  11.13  10.73   59590.0   64983176.0  10.732   \n",
       "2018-03-14  300141  11.18  11.17  11.88  11.05   89165.0  102243320.0  10.924   \n",
       "2018-03-13  300141  11.30  11.15  11.36  11.09   78987.0   88493496.0  11.026   \n",
       "2018-03-12  300141  10.71  11.49  11.49  10.71  127937.0  142668640.0  11.140   \n",
       "2018-03-09  300141  10.58  10.92  11.31  10.58  115800.0  127802904.0  11.150   \n",
       "2018-03-08  300141  10.50  10.40  10.50  10.25   45453.0   47126892.0  11.026   \n",
       "2018-03-07  300141  10.53  10.50  10.76  10.43   46574.0   49132932.0  10.892   \n",
       "2018-03-06  300141  10.55  10.67  11.12  10.42   74390.0   79646896.0  10.796   \n",
       "2018-03-05  300141  10.58  10.66  10.75  10.37   62001.0   65438264.0  10.630   \n",
       "\n",
       "               ma5  \n",
       "datetime            \n",
       "2018-03-30     NaN  \n",
       "2018-03-29     NaN  \n",
       "2018-03-28     NaN  \n",
       "2018-03-27     NaN  \n",
       "2018-03-26   9.866  \n",
       "2018-03-23   9.682  \n",
       "2018-03-22   9.716  \n",
       "2018-03-21   9.780  \n",
       "2018-03-20   9.922  \n",
       "2018-03-19  10.228  \n",
       "2018-03-16  10.558  \n",
       "2018-03-15  10.732  \n",
       "2018-03-14  10.924  \n",
       "2018-03-13  11.026  \n",
       "2018-03-12  11.140  \n",
       "2018-03-09  11.150  \n",
       "2018-03-08  11.026  \n",
       "2018-03-07  10.892  \n",
       "2018-03-06  10.796  \n",
       "2018-03-05  10.630  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xaf8a1d0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MKp2W+jxMq1teTmpnkie6SZIkSZKkKDBMyqTSaUAADS8c8pF829wkSZIkSVKEGCZlUk4e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\nWAyTJEmSpGIXkembtPzR3R7+7OkH8I6Dx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m7PN3S9b9JrW1r5+M/mMXpYBd87fw6lJdGj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\nJEmSJEmSpC77/1Ax1PrCyCpfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaf275b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[['close','ma5']].plot(kind='line',figsize=(20,15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['ma21']=df['close'].rolling(window = 21).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb079a30>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hkqQQp0NXTB+pdzZVa3Olf+ZQAQAAAAAw0BAmBTtPvDTtamnjs1JlqV+W/Oa0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\nJEmSpIIZJkmSJEmSJKlg/x+xNP2wq5D6mQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb048750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[['close','ma5','ma21']].plot(kind='line',figsize=(20,15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
